Safety
3d agoQuestioning The AI Token Scaling Analogy
A new analysis on LessWrong questions if increasing AI tokens yields the same performance gains as giving humans more time. Current assumptions treat sequential chain-of-thought as a direct proxy for human deliberation. This discrepancy suggests AI may require far more resources to match human efficiency.
The Signal
Practitioners should avoid assuming linear scaling for complex reasoning tasks.